利用先进的网络技术发现有趣的信息

R. Nayak, P. Senellart, Fabian M. Suchanek, A. Varde
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引用次数: 14

摘要

Web是一种稳定发展的资源,它不仅仅包含HTML页面。随着其不断增长的各种格式的数据源,它为知识发现提供了巨大的潜力。在本文中,我们阐明了一些有趣的网络现象:深层网络,将数据库记录作为网页呈现;语义网,定义了有意义的数据交换格式;XML,它已经成为Web数据交换的通用语言;以及特定于领域的标记语言,它们是基于XML语法设计的,目的是在目标领域中保留语义。我们将详细介绍Web技术中的这四个发展,并解释如何将它们用于数据挖掘。我们的目标是展示所有这些领域对于知识发现都可以像Web中基于html的部分一样有用。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Discovering interesting information with advances in web technology
The Web is a steadily evolving resource comprising much more than mere HTML pages. With its ever-growing data sources in a variety of formats, it provides great potential for knowledge discovery. In this article, we shed light on some interesting phenomena of the Web: the deep Web, which surfaces database records as Web pages; the Semantic Web, which defines meaningful data exchange formats; XML, which has established itself as a lingua franca for Web data exchange; and domain-specific markup languages, which are designed based on XML syntax with the goal of preserving semantics in targeted domains. We detail these four developments in Web technology, and explain how they can be used for data mining. Our goal is to show that all these areas can be as useful for knowledge discovery as the HTML-based part of the Web.
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